diff --git a/presentation/learning-journey/index.html b/presentation/learning-journey/index.html
index 9264d23..2fe18d2 100644
--- a/presentation/learning-journey/index.html
+++ b/presentation/learning-journey/index.html
@@ -180,7 +180,7 @@
 
             <span style="position: absolute; top: 37%; left: 30%; transform: rotate(6deg); background: #7b1fa2; color: #fff; padding: 12px 24px; border-radius: 24px; font-size: 1.4rem; font-weight: 700; white-space: nowrap; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">orchestration</span>
 
-            <span style="position: absolute; top: 33%; left: 60%; transform: rotate(-3deg); background: #e65100; color: #fff; padding: 8px 16px; border-radius: 24px; font-size: 0.95rem; font-weight: 600; white-space: nowrap; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">short prompting</span>
+            <span style="position: absolute; top: 33%; left: 60%; transform: rotate(-3deg); background: #e65100; color: #fff; padding: 8px 16px; border-radius: 24px; font-size: 0.95rem; font-weight: 600; white-space: nowrap; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">one-shot prompting</span>
 
             <!-- Row 3b -->
             <span style="position: absolute; top: 42%; left: 62%; transform: rotate(5deg); background: #2e7d32; color: #fff; padding: 9px 18px; border-radius: 24px; font-size: 1.05rem; font-weight: 600; white-space: nowrap; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">AI slop</span>